Wishlist→purchase discovery engine · last 12 months · generated 2026-08-26 08:30 · Nykaa Fashion
Business metric: % of users who purchase ≥1 wishlisted item within 30 days of adding it. Solution constraint: non-monetary (no discounts).
Each area is sized by how many relevant items map to it and its share of that brand's relevant corpus. Needs money? flags whether fixing it would require a monetary lever (a discount / price cut) — the brief bars monetary solutions, so “no” areas are the addressable ones.
| Opportunity area | Dimension | n | % of relevant | Needs money? |
|---|---|---|---|---|
| delivery-concern | purchase-blocker | 31 | 13.8% | non-monetary |
| return-hassle-fear | purchase-blocker | 29 | 12.9% | non-monetary |
| value-for-money | residual-uncertainty | 24 | 10.7% | non-monetary |
| quality-doubt | purchase-blocker | 15 | 6.7% | non-monetary |
| price | purchase-blocker | 14 | 6.2% | money |
| payment-checkout | purchase-blocker | 11 | 4.9% | non-monetary |
| authenticity | residual-uncertainty | 8 | 3.6% | non-monetary |
| comparing-alternatives | purchase-blocker | 7 | 3.1% | non-monetary |
| quality-material | residual-uncertainty | 7 | 3.1% | non-monetary |
| fit-size | residual-uncertainty | 6 | 2.7% | non-monetary |
| need-reviews | purchase-blocker | 5 | 2.2% | non-monetary |
| review-credibility | residual-uncertainty | 5 | 2.2% | non-monetary |
| out-of-stock | purchase-blocker | 3 | 1.3% | non-monetary |
Largest addressable (non-monetary) area: delivery-concern — 31 items (13.8% of relevant).
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · 1★ · as_14391764401
“Bad customer care. Useless app and very bad customer support not able to connect with them delayed by delivery and get no information and customer support regarding this my order was prepaid. It was gift for my mother’s birthday but due to their bad services nyka spoiled my surprise.”
appstore · 2026-08-12 · 1★ · as_14417778100
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
Why do users add fashion products to their wishlist?All 225 relevant items, each assigned one wishlist reason. Percentages are of 225, so the rows sum to the whole.
All 225 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 225).
| Theme | n | % | Detail |
|---|---|---|---|
| other | 174 | 77.3% | |
| price-watch-wait-sale | 20 | 8.9% | |
| inspiration-bookmark | 9 | 4% | |
| compare-options | 8 | 3.6% | |
| save-for-later | 4 | 1.8% | |
| like-but-unsure | 4 | 1.8% | |
| occasion-later | 2 | 0.9% | |
| size-unavailable | 1 | 0.4% | |
| budget-now | 1 | 0.4% | |
| seeking-validation | 1 | 0.4% | |
| gift-idea | 1 | 0.4% |
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · 1★ · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · 1★ · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · 1★ · as_14392225885
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What prevents wishlisted products from being purchased?All 115 relevant items that name a purchase blocker (of 225 relevant), grouped by the single strongest blocker.
All 115 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 115).
| Theme | n | % | Detail |
|---|---|---|---|
| delivery-concern | 31 | 27% | |
| return-hassle-fear | 29 | 25.2% | |
| quality-doubt | 15 | 13% | |
| price | 14 | 12.2% | |
| payment-checkout | 11 | 9.6% | |
| comparing-alternatives | 7 | 6.1% | |
| need-reviews | 5 | 4.3% | |
| out-of-stock | 3 | 2.6% |
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · 1★ · as_14391764401
“Bad customer care. Useless app and very bad customer support not able to connect with them delayed by delivery and get no information and customer support regarding this my order was prepaid. It was gift for my mother’s birthday but due to their bad services nyka spoiled my surprise.”
appstore · 2026-08-12 · 1★ · as_14417778100
“I used to love shopping on Nykaa but I don't understand what kind of scam is going on these days. I ordered some products from here because they claimed 2 hours delivery but after placing the order they quietly shifted it to 2 days and have the audacity to show "on time" next to the product. I wouldn't have ordered if ”
playstore · 2026-08-23 · 2★ · gp_00dda108-c446-4273-9e82-230ec86ffc44
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What uncertainties remain after a user identifies a product they like?All 50 relevant items that voice a residual uncertainty after liking a product, grouped by uncertainty.
All 50 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 50).
| Theme | n | % | Detail |
|---|---|---|---|
| value-for-money | 24 | 48% | |
| authenticity | 8 | 16% | |
| quality-material | 7 | 14% | |
| fit-size | 6 | 12% | |
| review-credibility | 5 | 10% |
“fake. Cetaphil 29 ml cleanser price was 99 during offer once u added it in the cart it became 214 what the hell..”
playstore · 2026-08-23 · 2★ · gp_dc04c66d-d838-4f2d-ba80-052b5a8d5afe
“On Average Quality of Product & Very Costly According to Quantify”
playstore · 2026-08-22 · 1★ · gp_4b187297-6e1a-421c-91fa-ecdd24d8a8e2
“Now return charges 50 per item Myntra better u close glam glam”
youtube · 2026-05-12 · yt_UgxAsk2BhX6PpAlCzAJ4AaABAg
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What causes users to postpone a purchase?All 24 relevant items that state a reason for postponing the purchase, grouped by cause.
All 24 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 24).
| Theme | n | % | Detail |
|---|---|---|---|
| indecision | 7 | 29.2% | |
| waiting-sale | 6 | 25% | |
| seeking-opinion | 4 | 16.7% | |
| budget-timing | 4 | 16.7% | |
| cart-abandoned | 3 | 12.5% |
“If we review the products and return again and again then does it cause problems in future return or any extra charge ?”
youtube · 2026-04-24 · yt_UgzfZ1GtOcpsIv3-gLB4AaABAg
“Yes, want to know abouts other platforms”
youtube · 2026-05-20 · yt_UgwOIG1N106zsAsE7AB4AaABAg
“Want to know other platforms also or something about thrift apps aswell”
youtube · 2026-05-06 · yt_UgzVHIPDzhh2ByJnyB54AaABAg
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
How do users compare multiple shortlisted products?All 31 relevant items that describe how they compare shortlisted products, grouped by comparison behaviour.
All 31 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 31).
| Theme | n | % | Detail |
|---|---|---|---|
| across-apps-compare | 19 | 61.3% | |
| price-compare | 11 | 35.5% | |
| offline-compare | 1 | 3.2% |
“Pathetic customer care. Ordered coat, didn’t fit the size put a return request it’s been 5 days return isn’t getting picked plus customer care is not responding as well. Genuinely one of the most pathetic customer service. Please don’t order anything from here not worth. Order from meesho or Amazon instead. If I could ”
appstore · 2026-08-09 · 1★ · as_14409216032
“Worst customer service. I have ordered shoes in Nykaa fashion app and I have size issues so I wanted to replace and to buy the next size. So to replace it asked me to upload the picture and barcode of the shoes and I took pictures and uploading but it’s not taking! And then I tried calling to customer support since fro”
appstore · 2026-07-31 · 1★ · as_14370708020
“pathetic disgusting application. do not use it. they are fraud make you wait long for return pickup and then cancel pick up saying no one was available at door and at phone. use Myntra. it's best.”
playstore · 2026-08-22 · 1★ · gp_ef3816d7-78f9-4922-93cc-b3daf9cda82a
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What information do users seek outside the platform before purchasing?All 2 relevant items that mention seeking information outside the app before buying, grouped by source.
All 2 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 2).
| Theme | n | % | Detail |
|---|---|---|---|
| youtube-reviews | 1 | 50% | |
| instagram-influencer | 1 | 50% |
“Yes need more videos for meshoo ,nykka”
youtube · 2026-04-26 · yt_UgxrSLeTxpuXBFeJWHB4AaABAg
“If we don’t want the products, can we return them after giving a review or recording a video for Instagram ?!”
youtube · 2026-06-03 · yt_UgwWRXJrMqfhM7BYP5l4AaABAg
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What role do fit, size, styling, price, reviews, occasion and social validation play?All 166 relevant items that name at least one factor (of 225 relevant). A single item can touch several factors, so the percentages are shares of 166 and sum to more than 100%.
All 166 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 261).
| Theme | n | % | Detail |
|---|---|---|---|
| delivery-returns | 89 | 53.6% | |
| brand-trust | 52 | 31.3% | |
| price | 45 | 27.1% | |
| quality | 41 | 24.7% | |
| fit | 10 | 6% | |
| reviews | 9 | 5.4% | |
| size | 9 | 5.4% | |
| occasion | 3 | 1.8% | |
| styling | 3 | 1.8% |
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · 1★ · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · 1★ · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · 1★ · as_14392225885
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
When is the wishlist genuine purchase intent vs a bookmarking mechanism?All 225 relevant items, each assigned a wishlist nature. Percentages are of 225.
All 225 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 225).
| Theme | n | % | Detail |
|---|---|---|---|
| unclear | 198 | 88% | |
| price-watch | 18 | 8% | |
| genuine-intent | 4 | 1.8% | |
| aspirational | 3 | 1.3% | |
| bookmark-browse | 2 | 0.9% |
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · 1★ · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · 1★ · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · 1★ · as_14392225885
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
How do these behaviours differ across user segments?All 225 relevant items grouped by shopper segment (segments with <3 items are pooled). % = the segment's share of the relevant corpus; the note gives that segment's top purchase blocker.
All 225 items appear below (rows sum to 225): 0% fall into a named theme, the remaining 100% are grouped in the “other / not stated” row so nothing is dropped.
| Theme | n | % | Detail |
|---|---|---|---|
| smaller / unlabelled segments | 225 | 100% | accounted for, but with no single dominant theme |
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · 1★ · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · 1★ · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · 1★ · as_14392225885
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What unmet needs emerge consistently across conversations?All 144 relevant items that state an unmet need, grouped by theme. Themes in 2+ independent sources are the durable ones.
All 144 items appear below (rows sum to 144): 0% fall into a named theme, the remaining 100% are grouped in the “other / not stated” row so nothing is dropped.
| Theme | n | % | Detail |
|---|---|---|---|
| other unmet need | 144 | 100% | accounted for, but with no single dominant theme |
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · 1★ · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · 1★ · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · 1★ · as_14392225885
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
Why do users add fashion products to their wishlist?Most saves state no explicit reason; the clearest one is price-watch / waiting for a sale
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · as_14392225885
“fake. Cetaphil 29 ml cleanser price was 99 during offer once u added it in the cart it became 214 what the hell..”
playstore · 2026-08-23 · gp_dc04c66d-d838-4f2d-ba80-052b5a8d5afe
“Received completely different product. I had a very disappointing experience with Nykaa Fashion. I ordered a pair of H&M kitten heels during a great discount, but instead of the product I ordered, I received a completely different item. By the time I raised the issue, the heels were already out of stock, so I couldn’t ”
appstore · 2026-08-02 · as_14378245878
“so far I like it! , it has many options and good sales too! just wish there was faster delivery for - 180007”
playstore · 2026-08-23 · gp_73dff430-20fe-4507-9720-dbdb080f4c54
“Yes, want to know abouts other platforms”
youtube · 2026-05-20 · yt_UgwOIG1N106zsAsE7AB4AaABAg
“Want to know other platforms also or something about thrift apps aswell”
youtube · 2026-05-06 · yt_UgzVHIPDzhh2ByJnyB54AaABAg
“We can only use that money on Myntra? And Would love to know more about other platforms.”
youtube · 2026-04-23 · yt_Ugwa20lROBW7gHFF09N4AaABAg
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What prevents wishlisted products from being purchased?Delivery reliability and return-hassle fear are the top purchase blockers
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · as_14391764401
“Bad customer care. Useless app and very bad customer support not able to connect with them delayed by delivery and get no information and customer support regarding this my order was prepaid. It was gift for my mother’s birthday but due to their bad services nyka spoiled my surprise.”
appstore · 2026-08-12 · as_14417778100
“I used to love shopping on Nykaa but I don't understand what kind of scam is going on these days. I ordered some products from here because they claimed 2 hours delivery but after placing the order they quietly shifted it to 2 days and have the audacity to show "on time" next to the product. I wouldn't have ordered if ”
playstore · 2026-08-23 · gp_00dda108-c446-4273-9e82-230ec86ffc44
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · as_14392225885
“Pathetic customer care. Ordered coat, didn’t fit the size put a return request it’s been 5 days return isn’t getting picked plus customer care is not responding as well. Genuinely one of the most pathetic customer service. Please don’t order anything from here not worth. Order from meesho or Amazon instead. If I could ”
appstore · 2026-08-09 · as_14409216032
“Worst customer service. I have ordered shoes in Nykaa fashion app and I have size issues so I wanted to replace and to buy the next size. So to replace it asked me to upload the picture and barcode of the shoes and I took pictures and uploading but it’s not taking! And then I tried calling to customer support since fro”
appstore · 2026-07-31 · as_14370708020
“Very bad customer support. I ordered the clothing and I recieved it without tags and beey cheap copy of what was shown in the website and somehow they do not allow return of this product and customer support is not at helpful”
appstore · 2026-08-14 · as_14425988670
“fake product. i literally ordered shoes from aldo and got delivered fake products worst app over do not buy branded stuff they will loot you and won’t even give money not even arrange for pickup even their delivery partners are frauds”
appstore · 2026-07-11 · as_14290590987
“Maine ek lipstick kharida tha kisi ko gift karne ke liye fetish colour uska mfd 04/2026 aur expiry tha 01/29 but wo expire tha agar nykaa chhe to mai usse order id de sakta hu pahle to unhone frud kiya ki maine bola kuch aur de diya kuch aur phir jab return diya to expire de diya so embarassing moment for me when I gif”
playstore · 2026-08-21 · gp_7ea83960-f1d6-4134-8b3c-0a98049cef2d
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What uncertainties remain after a user identifies a product they like?The lingering doubt is value-for-money, then authenticity and quality
“fake. Cetaphil 29 ml cleanser price was 99 during offer once u added it in the cart it became 214 what the hell..”
playstore · 2026-08-23 · gp_dc04c66d-d838-4f2d-ba80-052b5a8d5afe
“On Average Quality of Product & Very Costly According to Quantify”
playstore · 2026-08-22 · gp_4b187297-6e1a-421c-91fa-ecdd24d8a8e2
“Now return charges 50 per item Myntra better u close glam glam”
youtube · 2026-05-12 · yt_UgxAsk2BhX6PpAlCzAJ4AaABAg
“Scam of products. Very bad experience with Nykaa and team , i ordered a kurta set worth 4500 and the product delivered was a cheap saree and the return was denied inspite of attaching all documents and photos it’s a big scam Did not expect this loss from such a reputed app, very poor service”
appstore · 2026-07-07 · as_14273077760
“fake product. i literally ordered shoes from aldo and got delivered fake products worst app over do not buy branded stuff they will loot you and won’t even give money not even arrange for pickup even their delivery partners are frauds”
appstore · 2026-07-11 · as_14290590987
“Maine ek lipstick kharida tha kisi ko gift karne ke liye fetish colour uska mfd 04/2026 aur expiry tha 01/29 but wo expire tha agar nykaa chhe to mai usse order id de sakta hu pahle to unhone frud kiya ki maine bola kuch aur de diya kuch aur phir jab return diya to expire de diya so embarassing moment for me when I gif”
playstore · 2026-08-21 · gp_7ea83960-f1d6-4134-8b3c-0a98049cef2d
“Pathetic customer care. Ordered coat, didn’t fit the size put a return request it’s been 5 days return isn’t getting picked plus customer care is not responding as well. Genuinely one of the most pathetic customer service. Please don’t order anything from here not worth. Order from meesho or Amazon instead. If I could ”
appstore · 2026-08-09 · as_14409216032
“Worst customer service. I have ordered shoes in Nykaa fashion app and I have size issues so I wanted to replace and to buy the next size. So to replace it asked me to upload the picture and barcode of the shoes and I took pictures and uploading but it’s not taking! And then I tried calling to customer support since fro”
appstore · 2026-07-31 · as_14370708020
“Very slow service for replacement , return as well as order management. Very slow service for replacement , return as well as order management , if you want to purchase something and size in not fir you should wait for 15 day for complete all process And if you return it its not showing in app which account upi if you ”
appstore · 2026-07-06 · as_14269122272
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What causes users to postpone a purchase?Postponement is indecision and waiting for a sale (small n, directional)
“If we review the products and return again and again then does it cause problems in future return or any extra charge ?”
youtube · 2026-04-24 · yt_UgzfZ1GtOcpsIv3-gLB4AaABAg
“Yes, want to know abouts other platforms”
youtube · 2026-05-20 · yt_UgwOIG1N106zsAsE7AB4AaABAg
“Want to know other platforms also or something about thrift apps aswell”
youtube · 2026-05-06 · yt_UgzVHIPDzhh2ByJnyB54AaABAg
“I need many discounts above 500 purchase and deliver good quality and I keep on reordering in this app and give many discounts”
playstore · 2026-08-22 · gp_cc52169e-9f07-404c-a9b7-4c6628b89464
“good nice need more offers and less price.”
playstore · 2026-08-22 · gp_f5280c9d-16d3-48b9-9159-72152056b85a
“new here ! hope I get discounts and good products”
playstore · 2026-08-22 · gp_c26d0a99-d1ad-4da3-a08f-402654a2b679
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
How do users compare multiple shortlisted products?Comparison is overwhelmingly across other apps, and on price
“Pathetic customer care. Ordered coat, didn’t fit the size put a return request it’s been 5 days return isn’t getting picked plus customer care is not responding as well. Genuinely one of the most pathetic customer service. Please don’t order anything from here not worth. Order from meesho or Amazon instead. If I could ”
appstore · 2026-08-09 · as_14409216032
“Worst customer service. I have ordered shoes in Nykaa fashion app and I have size issues so I wanted to replace and to buy the next size. So to replace it asked me to upload the picture and barcode of the shoes and I took pictures and uploading but it’s not taking! And then I tried calling to customer support since fro”
appstore · 2026-07-31 · as_14370708020
“pathetic disgusting application. do not use it. they are fraud make you wait long for return pickup and then cancel pick up saying no one was available at door and at phone. use Myntra. it's best.”
playstore · 2026-08-22 · gp_ef3816d7-78f9-4922-93cc-b3daf9cda82a
“fake. Cetaphil 29 ml cleanser price was 99 during offer once u added it in the cart it became 214 what the hell..”
playstore · 2026-08-23 · gp_dc04c66d-d838-4f2d-ba80-052b5a8d5afe
“Worst Customer Service. Never came for picking up my return even after calling to their customer care multiple times NEVER buy from this app even prices are high comparing to Myntra and Flipkart”
appstore · 2026-07-28 · as_14360360008
“On Average Quality of Product & Very Costly According to Quantify”
playstore · 2026-08-22 · gp_4b187297-6e1a-421c-91fa-ecdd24d8a8e2
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What information do users seek outside the platform before purchasing?Off-platform info-seeking is barely observed in store reviews (thin)
“Yes need more videos for meshoo ,nykka”
youtube · 2026-04-26 · yt_UgxrSLeTxpuXBFeJWHB4AaABAg
“If we don’t want the products, can we return them after giving a review or recording a video for Instagram ?!”
youtube · 2026-06-03 · yt_UgwWRXJrMqfhM7BYP5l4AaABAg
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What role do fit, size, styling, price, reviews, occasion and social validation play?Delivery/returns, brand-trust, price and quality dominate the factors
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · as_14392225885
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · as_14330364917
“Bad show!!. I am ordering these items from you again coz u cancelled these items after 5 days of thinking! I wanted the for event. Hope I get them on time. Nykaa don’t spoil your name n reputation!”
appstore · 2026-08-19 · as_14446246148
“since yesterday, I've been trying to use my nykaa wallet cash and rakhi discount to place an order and this useless app keeps giving me an error- "something went wrong"”
playstore · 2026-08-23 · gp_24311ecb-33db-4ecd-a3e0-bf97918695f4
“fake. Cetaphil 29 ml cleanser price was 99 during offer once u added it in the cart it became 214 what the hell..”
playstore · 2026-08-23 · gp_dc04c66d-d838-4f2d-ba80-052b5a8d5afe
“becàuse this app not provide cod and if cod available then it tooks delivery harges”
playstore · 2026-08-22 · gp_fd4a8ae8-6174-4025-84a0-3135bc025ad3
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
When is the wishlist genuine purchase intent vs a bookmarking mechanism?Intent is mostly unreadable from store reviews; a price-watch subset stands out
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · as_14392225885
“fake. Cetaphil 29 ml cleanser price was 99 during offer once u added it in the cart it became 214 what the hell..”
playstore · 2026-08-23 · gp_dc04c66d-d838-4f2d-ba80-052b5a8d5afe
“becàuse this app not provide cod and if cod available then it tooks delivery harges”
playstore · 2026-08-22 · gp_fd4a8ae8-6174-4025-84a0-3135bc025ad3
“so far I like it! , it has many options and good sales too! just wish there was faster delivery for - 180007”
playstore · 2026-08-23 · gp_73dff430-20fe-4507-9720-dbdb080f4c54
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
How do these behaviours differ across user segments?Segment clustering did not complete in this run — segmentation pending
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · as_14392225885
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What unmet needs emerge consistently across conversations?144 of 225 relevant items voice an unmet need; themes track the blocker mix
“worst shopping app ever. Very disappointed with my experience with the Nykaa Fashion app. I understand if an order gets delayed by 2–4 days, but my order was delayed by almost 20 days and still remained in the “Confirmed” status without being shipped for a long time. Thankfully, I had chosen Cash on Delivery (COD). Aft”
appstore · 2026-08-05 · as_14391764401
“Missing item not refunded. I received a dress with a missing belt. When I wanted to return it, they said the quality check didn’t pass because of the belt and didn’t refund me. What am I supposed to do if I didn’t receive the belt? And when I contacted customer support , they said they need the invoice pic and package ”
appstore · 2026-07-21 · as_14330364917
“Difficult to return product using this site. I would suggest don’t buy any product from this site because return is impossible from this app …..Poor quality product & poor quality service as well …fabric is too loose and cheaper than appear in image …I placed request to returned it but no one came to pick up that produ”
appstore · 2026-08-05 · as_14392225885
| Product | Coverage | Relevance yield | Avg confidence | Consistency | Human agreement | Triangulation | Citation validity |
|---|---|---|---|---|---|---|---|
| Nykaa Fashion | 87% | 38% | 48% | — | — | — | 100% |
Coverage = items that classified into a valid object ·
Relevance yield = share that is substantive shopping feedback ·
Consistency = label stability when a sample is re-classified ·
Human agreement = model vs a hand-labelled gold set (npm run label) ·
Triangulation = top themes corroborated by ≥2 independent sources ·
Citation validity = synthesized claims whose quote ids resolve to real rows.
Nykaa Fashion playstore: 200appstore: 200youtube: 200
Low or zero counts reflect real source availability and are reported as-is.
Every stage below ran for this report. The numbers are this run's, not an illustration.
| Stage | What happens | Nykaa Fashion |
|---|---|---|
| 1 · Resolve | Company name → verified store ids (never hard-coded) | 1 brand |
| 2 · Collect | Play Store · App Store · YouTube, into one schema | 2491 |
| 3 · Clean | Normalise, then drop empty / too-short / spam / bot / duplicate | 2005 |
| 4 · Extract | One structured AI call per item → 16 fields, schema-enforced | 600 |
| 5 · Cluster | Free-text fields → labelled themes carrying their member ids | 0 themes |
| 6 · Aggregate | Plain counting — the 10 questions + money-tagged opportunities, no model opinion | 225 relevant |
| 7 · Synthesise | Narrative written from the aggregates only | 10 answers |
| Rule | Dropped | Rule | Dropped |
|---|---|---|---|
| tooShort | 429 | exactDuplicate | 34 |
| nearDuplicate | 12 | empty | 7 |
| noLetters | 2 | spam | 2 |
2491 collected → 2005 kept (80%), 486 dropped.
Normalised: emoji: 831stretchedWords: 7repeatedPunctuation: 181urls: 9
Every dropped row is kept in dropped.jsonl with the rule that removed it.
Anything we count uses a fixed vocabulary, so counts are reliable. Anything that needs nuance is free text and is clustered — never matched by string, which would produce a list of count-of-1 "themes". Each cluster keeps the ids of the items it was built from, so the taxonomy is derived from this data rather than chosen in advance.
| Field | Method | Raw lines | Themes | Largest theme |
|---|---|---|---|---|
| wishlist_reason · purchase_blocker · residual_uncertainty · factors · wishlist_nature · sentiment | fixed enum — chosen by the model from a closed list | — | — | counted directly |
The narrative model never sees the review corpus. It receives only the aggregates above — counts, percentages and quote ids — and must return each claim with the evidence count it rests on and the quote ids it drew from. Those ids are then checked against real rows; the citation validity figure in the quality panel is that check.
| Guarantee | How it is enforced |
|---|---|
| No claim without a number | n is a required field in the output schema |
| No claim without evidence | quote_ids required; rendered inline above |
| No invented quotes | Ids validated against the corpus → 100% valid |
| No reading of raw reviews | The synthesis payload excludes the corpus by construction |
Seven independent checks. Figures are in the Analysis quality panel above.
| Check | Question it answers | This run |
|---|---|---|
| Coverage | Did every item classify into a valid object? | 87% |
| Relevance yield | How much of the corpus is substantive shopping feedback? | 38% |
| Model confidence | How sure was the model of its own labels? | 48% |
| Re-run consistency | Does the same item get the same label twice? | — |
| Human agreement | Does the model agree with a hand-labelled gold set? | not yet run |
| Source triangulation | Do independent communities surface the same theme? | — |
| Citation validity | Did the narrative invent any evidence? | 100% |